Implement Intelligent QCM system with AI-generated plausible distractors
- Transform ContentLoader from hardcoded QCM to AI-powered exercises - Remove all mock content generators (_generateTextExercise, etc.) - Add pure AI content generation with 6-option QCM (1 correct + 5 distractors) - Create intelligent distractors testing common learning mistakes: * Text: main idea confusion, partial truths, logical but wrong conclusions * Audio: mishearing, speaker confusion, context misunderstanding * Image: object similarity, spatial confusion, descriptive errors * Grammar: common errors, tense mistakes, wrong constructions - Reduce random success chance from 25% to 16.7% for better learning assessment - Make AI mandatory - no fallback without IAEngine availability - Update CLAUDE.md plan with dual exercise approach documentation - Fix async/await issues in ContentLoader module loading chain 🤖 Generated with [Claude Code](https://claude.ai/code) Co-Authored-By: Claude <noreply@anthropic.com>
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CLAUDE.md
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CLAUDE.md
@ -17,14 +17,27 @@ Building a **bulletproof modular system** with strict separation of concerns usi
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- ✅ **Application.js** - Auto-bootstrap system with lifecycle management
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- ✅ **Application.js** - Auto-bootstrap system with lifecycle management
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- ✅ **Development Server** - HTTP server with ES6 modules and CORS support
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- ✅ **Development Server** - HTTP server with ES6 modules and CORS support
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**DRS SYSTEM COMPLETED ✅** - Advanced learning modules with AI integration:
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**DRS SYSTEM COMPLETED ✅** - Advanced learning modules with dual AI approach:
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- ✅ **TextModule** - Reading comprehension exercises with AI text analysis
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- ✅ **AudioModule** - Listening exercises with AI audio comprehension
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**Core Exercise Generation:**
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- ✅ **ImageModule** - Visual comprehension with AI vision analysis
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- ✅ **ContentLoader** - Pure AI content generation when no real content available
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- ✅ **GrammarModule** - Grammar exercises with AI linguistic analysis
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- ✅ **IAEngine** - Multi-provider AI system (OpenAI → DeepSeek → Disable)
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- ✅ **AI Integration** - OpenAI → DeepSeek → Disable fallback system
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- ✅ **LLMValidator** - Intelligent answer validation with detailed feedback
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- ✅ **Persistent Storage** - Progress tracking with timestamps and metadata
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- ✅ **AI Report System** - Session tracking with exportable reports (text/HTML/JSON)
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- ✅ **Data Merge System** - Local/external data synchronization
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- ✅ **UnifiedDRS** - Component-based exercise presentation system
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**Dual Exercise Modes:**
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- 🔄 **Intelligent QCM** - AI generates questions + 1 correct + 5 plausible wrong answers (16.7% random chance)
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- 🔄 **Open Analysis Modules** - Free-text responses validated by AI with personalized feedback
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- TextAnalysisModule - Deep comprehension with AI coaching
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- GrammarAnalysisModule - Grammar correction with explanations
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- TranslationModule - Translation validation with improvement tips
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- OpenResponseModule - Free-form questions with intelligent evaluation
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**AI Architecture:**
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- ✅ **AI-Mandatory System** - No fallback without AI, ensures quality consistency
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- ✅ **Smart Preview Orchestrator** - Manages AI report sessions and shared services
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- ✅ **Dynamic Content Adaptation** - Real content + AI questions when available, pure AI when not
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## 🔥 Critical Requirements
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## 🔥 Critical Requirements
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@ -201,24 +201,30 @@ class Application {
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async _loadModules() {
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async _loadModules() {
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console.log(`🔄 Loading ${this._config.modules.length} modules...`);
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console.log(`🔄 Loading ${this._config.modules.length} modules...`);
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// PHASE 1: Register all modules first
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console.log('📋 PHASE 1: Registering all modules...');
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for (const moduleConfig of this._config.modules) {
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for (const moduleConfig of this._config.modules) {
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try {
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try {
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const { name, path, dependencies = [], config = {} } = moduleConfig;
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const { name, path, dependencies = [], config = {} } = moduleConfig;
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console.log(`📦 Loading module: ${name} from ${path}`);
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console.log(`📝 Registering module: ${name} from ${path}`);
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// Dynamically import module
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// Dynamically import module
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const moduleModule = await import(path);
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const moduleModule = await import(path);
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const ModuleClass = moduleModule.default;
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const ModuleClass = moduleModule.default;
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// Register and initialize
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if (!ModuleClass) {
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this._moduleLoader.register(name, ModuleClass, dependencies);
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throw new Error(`Module ${name} does not export a default class`);
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await this._moduleLoader.loadAndInitialize(name, config);
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}
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console.log(`✅ Module ${name} loaded and initialized successfully`);
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// Register only
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this._moduleLoader.register(name, ModuleClass, dependencies);
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console.log(`✅ Registered module: ${name} with dependencies: [${dependencies.join(', ')}]`);
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} catch (error) {
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} catch (error) {
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console.error(`❌ Failed to load module ${moduleConfig.name}:`, error);
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console.error(`❌ Failed to register module ${moduleConfig.name}:`, error);
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console.error(`❌ Module config was:`, moduleConfig);
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console.error(`❌ Full error stack:`, error.stack);
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// Emit module load error
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// Emit module load error
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this._eventBus.emit('app:module-error', {
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this._eventBus.emit('app:module-error', {
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@ -227,6 +233,37 @@ class Application {
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}, 'Application');
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}, 'Application');
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}
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}
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}
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}
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// Show registration status
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const status = this._moduleLoader.getStatus();
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console.log(`📊 Registration complete. Registered modules: [${status.registered.join(', ')}]`);
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// PHASE 2: Load and initialize all modules
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console.log('🚀 PHASE 2: Loading and initializing modules...');
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for (const moduleConfig of this._config.modules) {
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try {
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const { name, config = {} } = moduleConfig;
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console.log(`🔄 Loading and initializing module: ${name}`);
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await this._moduleLoader.loadAndInitialize(name, config);
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console.log(`✅ Module ${name} loaded and initialized successfully`);
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} catch (error) {
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console.error(`❌ Failed to load/initialize module ${moduleConfig.name}:`, error);
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console.error(`❌ Module config was:`, moduleConfig);
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console.error(`❌ Full error stack:`, error.stack);
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// Emit module load error
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this._eventBus.emit('app:module-error', {
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module: moduleConfig.name,
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error: error.message
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}, 'Application');
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}
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}
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// Final status
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const finalStatus = this._moduleLoader.getStatus();
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console.log(`🎯 Module loading complete. Initialized modules: [${finalStatus.initialized.join(', ')}]`);
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}
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}
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async _startRouting() {
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async _startRouting() {
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